Promising Technologies and Solutions for Supporting Human Activities
in Confined Spaces in Industry
Taynan Roger Silva
1 a
, Bruno Naz
´
ario Coelho
2 b
and Saul Emanuel Delabrida
3 c
1
Graduate Program in Instrumentation, Control and Automation of Mining Processes (PROFICAM),
Federal University of Ouro Preto (UFOP) and Vale Institute of Technology (ITV), Ouro Preto, Brazil
2
Control and Automation Engineering Department (DECAT), Federal University of Ouro Preto (UFOP), Ouro Preto, Brazil
3
Department of Computing (DECOM), Federal University of Ouro Preto (UFOP), Ouro Preto, Brazil
Keywords:
Confined Spaces, Occupational Health and Safety, Human-computer Interaction.
Abstract:
Although there is a growing concern about accidents and illnesses at work, global statistics still reveal alarming
data. It is estimated that 2.78 million people die each year worldwide due to labor factors. In this regard,
information systems and automation systems applied to occupational health and safety are gaining prominence
for accident prevention. One of the high risk activities that have adopted technology as an ally is working in
confined spaces. Currently, non-human entry robotic systems have been widely adopted for this purpose.
However, these solutions do not always cover all scenarios, still requiring humans to perform tasks in those
locations. Thus, it is expected that the new era of work in confined environments will be increasingly guided
by hybrid systems of human-computer interaction. Some solutions from this perspective foresee the use of
wearable computing, virtual reality and augmented reality to assist at these locations. The challenges in
adopting these new technologies still consist in the characteristics of the environments themselves, which are
hostile places with natural blockages for traditional communication and data transmission signals.
1 INTRODUCTION
The impacts that technological changes have had in
the various sectors of economy are a constant theme
in debates about the future of work. Advanced manu-
facturing raised the industry to a new level of produc-
tivity, allowing the creation of more agile machines
and processes through the integration of technologies
such as robotics, internet of things (IoT) and artificial
intelligence.
In the field of Occupational Health and Safety
(OHS), industrial conditions and workplaces have
also evolved into more ergonomic and safer environ-
ments. Since the First Industrial Revolution started in
the 18th century, where steam engines reduced man-
ual effort, researchers and engineers from all over the
world are increasingly striving to make these environ-
ments more accessible and less harmful to human be-
ings.
The massive use of advanced tools, more ro-
a
https://orcid.org/0000-0003-4088-3189
b
https://orcid.org/0000-0002-2809-7778
c
https://orcid.org/0000-0002-8961-5313
bust protective equipment and better supervised work
practices show a more assertive involvement of em-
ployers and workers in solving OHS-related problems
in recent years (Badri et al., 2018).
However, the problem is that the technology that
increased production efficiency and performance is
also the technology that created new job scenarios
with adverse risk and hazard conditions for the health
and safety of employees. In mining, for example,
technological solutions have allowed access to and
exploration of deep deposits, where large soil move-
ments place workers in unhealthy and dangerous en-
vironments (Cattabriga and Castro, 2014).
To get an idea of the statistics on occupational
health and safety, in 2017 a survey estimated that 2.78
million people die worldwide each year due to labor
factors (H
¨
am
¨
al
¨
ainen et al., 2017). Globally, it is esti-
mated that 1,000 deaths per day are caused by direct
accidents and 6,500 by work-related illnesses (Inter-
national Labour Office, 2019). The figures also show
a general increase in the total number of deaths: from
2.33 million deaths in 2014 to 2.78 million in 2017
(H
¨
am
¨
al
¨
ainen et al., 2017).
These changes have a major impact on operational
Silva, T., Coelho, B. and Delabrida, S.
Promising Technologies and Solutions for Supporting Human Activities in Confined Spaces in Industry.
DOI: 10.5220/0010498205730580
In Proceedings of the 23rd International Conference on Enterprise Information Systems (ICEIS 2021) - Volume 2, pages 573-580
ISBN: 978-989-758-509-8
Copyright
c
2021 by SCITEPRESS – Science and Technology Publications, Lda. All rights reserved
573
health and safety and are expected to continue to do
so in the future (International Labour Office, 2019).
Thus, the need for new engineering solutions applied
to OHS is evident.
Some solutions in this regard foresee the use of
wearable computing, virtual reality and augmented
reality for human assistance in dangerous and diverse
activities. Wearable smart devices are already being
used to monitor worker fatigue and fall detection, for
example (International Labour Office, 2019).
In this perspective, this paper’s main objective
is to review and investigate the technologies already
used in confined spaces and also to describe some
promising solutions to support human activities in
these environments, since working in these places is
still classified as high risk and harmful to employees’
health. Thus, this study is a preliminary investiga-
tion for the improvement of these technologies and
serves as a theoretical foundation for the development
of wearable devices in confined spaces. The work, in
current progress by the authors and still in its infancy,
proposes to display monitoring data on augmented re-
ality glasses in a more practical and intuitive way for
confined workers. An example application under de-
velopment is the computational coloring of naturally
colorless gas concentrations for users of these glasses.
2 CONFINED SPACES
The concept of confined spaces is understood as any
area not designed for continuous human occupation
that has limited means of entry and exit. According to
the US Occupational Safety and Health Administra-
tion (OSHA), three characteristics define a confined
space: (i) it is large enough and configured so that an
employee is able to enter and perform the work, (ii)
it has limited entry or exit opening, (iii) and it is not
designed for human occupation (OSHA, 1993). Ex-
amples of confined spaces include, but are not limited
to, silos, ducts, boilers, storage tanks, sewage ditches,
chimneys and underground galleries.
When developing a regulatory procedure on work
in confined spaces, OSHA estimated, in 1993, that 4.8
million entrances into confined spaces were made an-
nually in the United States and they involved an av-
erage of 1.6 million workers and 63 deaths (Burlet-
Vienney et al., 2015).
The most common causes of accidents in these
places are fires, explosions, spontaneous combustion
and contact with extremely high temperatures (Botti
et al., 2017). Tasks in confined spaces involve physi-
cal, chemical, biological and ergonomic risks to the
health of employees, the risk of asphyxiation and
intoxication being among the most common (Botti
et al., 2018).
These risks are present in several industrial seg-
ments. In mining, in non-ferrous metal mining ac-
tivities, the accumulation of methane gas in coal
mines and toxic concentrations of hydrochloric acid
are some of the sources of risks and dangers to
which workers are exposed in these locations (Dr
¨
ager,
2015). In the chemical industry, a case study in 2005
reported a fatal accident in the US where two workers
at a refinery were asphyxiated inside a confined space
filled with nitrogen (CSB, 2005).
Simply put, the most effective risk control mea-
sure for working in a confined space is not to enter
the confined area (Botti et al., 2018). In this trend,
robotic systems and stand-alone operations for work
in confined environments have gained prominence. In
a systematic review of automated solutions for enter-
ing these places, 60 scientific articles that document
the use of these tools, produced between 1999 and
2015, were cataloged (Botti et al., 2017).
At first, one can imagine that the future of con-
fined spaces will be dominated by these innovative
non-human entry technologies. However, they are
still limited to certain industrial operations such as
cleaning, inspection and maintenance. Moreover, be-
cause they are places with rigid and divergent oper-
ational parameters, autonomous solutions for work
in confined environments are limited to the activities
to which the solutions were initially designed (Botti
et al., 2017).
From this perspective, it is certain that research
in this area will considerably evolve the flexibility
of robots for access in distinct operations, but even
so, certain activities will still require human pres-
ence in these locations. To remove automatic cleaning
residues in naval tanks, for example, human interven-
tion is still required (Botti et al., 2017).
Perhaps the greatest gain obtained from the inser-
tion of robots in confined environments is the reduc-
tion in the time that workers remain in these places.
Thus, the work done in these environments tends to
be guided by hybrid systems of human-computer in-
teraction.
This paradigm shift is observed not only in con-
fined spaces, but also in the industry as a whole. This
is what enthusiasts consider the philosophy of the re-
cent Industry 5.0, where humans work together with
robots or computer instruments integrated into their
bodies to improve their physical, sensory and cogni-
tive capabilities (Longo et al., 2020).
If in Industry 4.0 technology has advanced to-
wards interconnecting machines and cyber-physical
systems to the processes, in Industry 5.0 the focus
ICEIS 2021 - 23rd International Conference on Enterprise Information Systems
574
is on collaboration between machines and humans.
The Fifth Industrial Revolution will pair men and ma-
chines to further utilize intelligence and creativity in
order to increase the process efficiency by combining
workflows with smart systems (Nahavandi, 2019).
The challenges regarding the adoption of these
new technologies still consist in the characteristics of
the environments themselves, which are quite hostile,
poorly lit, with the presence of water, dust and natural
blockages for traditional communication signals.
Finally, it is important to point out that most of
the existing confined spaces are considered poten-
tially explosive atmospheres, which requires that the
equipment developed specifically for these places be
certified by national and international standards.
3 RELATED WORK
The use of technological solutions for accident pre-
vention and occupation of confined spaces is already
a reality. With the accelerated digital revolution in re-
cent years, the use of these solutions is increasingly
frequent.
When it comes to accident prevention in these en-
vironments, today the main contributions of IoT tech-
nologies are geared to improve the flow of informa-
tion between all actors involved (Botti et al., 2015)
and also to improve gas measurement and monitoring
processes.
Information systems and industrial automation
systems are already widely used in confined space
construction projects. As referenced by (Burlet-
Vienney et al., 2015), sometimes a problem at the
project level can explain the underlying cause of an
accident.
A work by researchers from Pakistan has imple-
mented an integrated solution based on BIM (Build-
ing Information Modeling) and Wireless Sensor Net-
work (WSN) for confined spaces in civil construc-
tion environments. BIM, according to (Eastman et al.,
2011), is a technology that allows to digitally create
one or more accurate models of a building. These
computer-generated models contain precise geometry
and data needed to support construction, manufactur-
ing and acquisition activities through which the build-
ing is done.
In the case of this Pakistani research, the solu-
tion, called CoSMoS, uses the Autodesk Revit Ar-
chitecture software to map and visualize the confined
spaces in specific constructions, while the environ-
mental monitoring of these spaces is carried out by
the commercial motto TelosB, which uses the TinyOS
open-source operating system (Riaz et al., 2014).
In this solution, data from sensors present in the
confined environments are read directly in Revit, en-
abling managers and occupational health and safety
teams to more easily assimilate the places with higher
accidents risks. The choice of TelosB for this project
takes into account the motto’s capacity to withstand
aggressive and hostile environments, which is one of
the main characteristics of confined spaces.
Regarding the identification of confined spaces
and the assessment for entry permissions, some infor-
mation systems propose more assertive and less sub-
jective evaluation methods for risk prevention. In this
scenario, in 2016 (Botti et al., 2016), a tool for the
identification of such spaces in the industry has been
developed. The goal was to create an effective mech-
anism in order to prevent workers from entering high
risk areas. The tool was able to calculate a risk index
to allow or prohibit workers from entering the space.
The measurement of gases in these environments
also has several technological resources. Today, elec-
trochemical and catalytic sensors can accurately mea-
sure hundreds of toxic gases. Selective filters are
being better developed to increase the sensitivity of
these sensors and reduce false alarms. The use of in-
frared sensors for measuring hydrocarbon gases has
also been gaining ground, since there is no wear and
tear for this type of sensor, unlike electrochemical
and catalytic ones. Current technology also allows
portable meters to be modular, where the user has the
autonomy to change and replace the gas sensor car-
tridges according to the types of gases expected for
each environment. Some specific detectors are al-
ready capable of detecting potential drops and auto-
matically trigger an alarm for the competent authori-
ties.
On robots in confined spaces and other non-
human autonomous systems for entry into these
places, present technologies focus on industrial robots
and unmanned aerial vehicles. Among the case stud-
ies for inspection activities analyzed by (Botti et al.,
2017) are the robots NERO (Nuclear Electric Robot
Operator) and SADIE (Sizewell A Duct Inspection
Equipment), which inspect reactors and ducts through
non-destructive testing. Between the robots for clean-
ing in confined spaces, the study mentions the Re-
TRIEVER robotic arm, which is remotely controlled
for waste removal in nuclear tanks.
As negative points of robotic arms in confined
spaces, one can highlight the fact that the movements
of these types of robots are mechanically limited in
closed environments where the surfaces have several
edgings and small radii of curvature, which increases
the chances of collision. Another restriction arises
from the passage of cables and hoses within the work-
Promising Technologies and Solutions for Supporting Human Activities in Confined Spaces in Industry
575
ing space of the robotic handler, since these types of
connections cannot be avoided to a great extent.
The research also states that, in all cases of ana-
lyzed studies, the applications of robots in confined
spaces are limited and designed for specific applica-
tions. In this sense, it was found that of the cata-
loged automated entry technologies, none of the so-
lutions simultaneously performs cleaning, inspection
and maintenance tasks, but only one or two of these
activities.
Thus, due to these limitations and also to the high
costs of developing specific robotic systems, it is ex-
pected that other more affordable technologies with
greater applicability will gain prominence in the new
era of confined environments.
As referenced, these technologies tend to increas-
ingly assist humans in these locations, so that the
worker stays as little time as possible in the confined
environment and their activity can be fast and efficient
from available technological resources.
4 PERSPECTIVES
4.1 Mobile and Wearable Technologies
A good risk management program is needed to effi-
ciently control the hazards to which workers are ex-
posed in confined spaces. In this sense, metrology is
a fundamental pillar in helping with this task: mea-
suring and monitoring are important and fundamental
actions for the adoption of preventive measures.
In regards to the measurement and monitoring of
gases in confined spaces, the main national and in-
ternational health and safety agencies suggest mini-
mum and maximum levels of concentrations of these
elements within these environments, which must be
maintained and monitored throughout the worker’s
occupation time.
Nowadays, these measurements are carried out al-
most exclusively by portable meters known as ex-
plosimeters, done either by the employee who occu-
pies the space or by third parties who supervise the
service outside the entrance for rescue operations.
The main problem with the use of these portable
meters is that they require certain efforts from users
and the OHS team for their full utilization: Before en-
try, it is necessary to inspect the equipment, configure
it, calibrate it and provide it with power. Afterwards,
it is necessary to display and table the collected data,
validate results and perform other actions that make
the measurement and monitoring process tiring.
According to (Bolzani, 2004), this interaction
with portable measuring devices is, in a way, a poor
Figure 1: Gas measurement by portable meters: measure-
ment performed by the worker himself (left) and measure-
ment performed by the watchman (right). Source: Author,
adapted from (Vale, 2015).
form of integration of computer systems, not being
the most ideal for this type of operation. Furthermore,
when using portable meters in confined spaces, the
operator loses some of his mobility, not being able to
work with his hands completely free in some cases, as
shown in the example in Figure 1.
For the next coming years, it is expected that the
gas monitoring in confined spaces will be done by
wearable devices and wearable computers coupled to
the workers’ personal protective equipment. A smart
safety helmet with methane gas and carbon monox-
ide sensors, for example, has already been developed
to alert workers in underground coal mines when the
concentration of these harmful gases exceeds a certain
limit (Hazarika, 2016).
This form of monitoring in these environments
will allow direct and instant access to information
through data that will be directed to smart panels
developed for managers and work safety teams and
transmitted in real time. The equipment will also be
able to send autonomously send requests for help and
issue evacuation signals in case of emergency.
Even though this type of monitoring is more phys-
ically tied to the body of the employees, it is less intru-
sive than handheld computing, since it will not require
the user’s complete attention to manage it. Mobility
with wearable devices is also better when compared
to portable devices. The tendency is that wearables
and smart protective equipment will present decreas-
ing weights in the future, so that the user will not no-
tice or be bothered by their use.
In addition, such computers coupled to the uni-
forms will also allow real-time monitoring of the em-
ployee’s vital signs in the confined space through sev-
eral biosensors, including body temperature sensors,
heart rate monitoring sensors, blood pressure sensors
and blood glucose and oxygen level sensors. Since
gas meters can provide false alarms due to cross-
sensitivity of the sensors, monitoring of workers’ vi-
ICEIS 2021 - 23rd International Conference on Enterprise Information Systems
576
tal signs by wearable devices can, for example, help
in the detection of oxygen insufficiency inside a con-
fined space, according to the psychophysiological ef-
fects evidenced by the equipment.
4.2 Communication in Confined Spaces
All these sensors and equipment must be connected to
low power wireless networks created exclusively for
confined and underground environments, where tra-
ditional communication signals such as radio and 3G
or 4G mobile phone networks will not be available
nor be allowed due to the possibility of causing ex-
plosions.
Wireless mesh networks are likely to be present
in the future of confined spaces due to their robust-
ness, ease of scheduling and high integrity. In this
sense, the wearables themselves will have embedded
repeater systems and amplifiers to support commu-
nications in the adopted networks. Data routing be-
tween devices will also have robust and consistent al-
gorithms for merging data into smart messages.
An emerging technology pointed out by
(Kennedy, 2006) and that has practical applica-
tion for technological use in confined spaces is
the LR-WPAN (Low-Rate Wireless Personal Area
Network) communication network associated with
the IEEE 802.15.4 and Zigbee standards. Parameters
such as low power consumption and low data rate in a
wireless mesh network have been observed in several
tests carried out by the researcher in underground
mines.
In confined environments where 5G networks are
already implemented and where this type of commu-
nication signal is available and suitable for use, it will
be possible to transmit photographs and videos in real
time with high image definition.
In China, mining companies have successfully
deployed 5G-based underground stations to promote
smart mining in coal mines. These bases may be part
of the future of confined spaces according to the par-
ticularity of each environment.
The gains are countless with these technologies.
The thick dust underground, for example, naturally
interferes with the signal from traditional video and
infrared cameras, but in 5G-based equipment the in-
terference is little.
4.3 Augmented Reality and Virtual
Reality
The use of augmented reality (AR) and virtual re-
ality (VR) in confined spaces will also enable spe-
cial features to improve worker efficiency and safety.
Equipped with smart glasses, employees will be able
to assess all the information collected by the sensors
in the confined space in a simple and intuitive way,
without the handling of the measuring equipment it-
self, as shown in Figure 2.
The augmented reality in confined spaces will
be mostly applied in maintenance activities, process
monitoring, quality inspection and ergonomic evalu-
ation. Virtual reality, on the other hand, should be
mainly applied for training actions in confined spaces
and in simulations of rescue processes in these places.
Still on the use of augmented reality in these en-
vironments, it will allow the visualization of work in-
structions for users according to the recommendations
of the OHS team. Such equipment will allow remote
collaboration between humans so that workers outside
the environment collaborate with confined workers.
Higher risk areas will also be signaled on the virtual
glasses according to the elements found in the envi-
ronment, as in the case of Figure 2, where a confined
gas valve is highlighted to the operator.
Figure 2: Using augmented reality to visualize sensed in-
formation in the confined space. Operator using Trimble
Connect and Microsoft HoloLens. Source: Author, adapted
from (Trimble, 2021).
Along with the glasses, video cameras will be inte-
grated with the used protective equipment. Besides
capturing images and videos in various situations,
they will process computer vision algorithms to as-
sist with measurement, equipment identification and
environmental recognition tasks.
As an example of the use of cameras in under-
ground mines, an application described by (Haas
et al., 2016) can be highlighted, which uses a video
camera connected to a dust monitor to automatically
analyze the concentration of breathable silica in the
air.
Neural networks can also be developed to quickly
classify and detect venomous animals in dark parts
of confined spaces. The detection and recognition
of these animals by artificial intelligence will allow
the use of appropriate tools for environmental risk re-
Promising Technologies and Solutions for Supporting Human Activities in Confined Spaces in Industry
577
moval and will enable more appropriate medical treat-
ment should an accident with these animals occur.
4.4 Machine-human Collaboration
Regarding the future of robots in confined spaces, the
most recent projects that are still in the development
phase foresee humanoid robots transiting in these en-
vironments.
Some engineers and designers have already con-
ducted relevant studies that allow this futuristic vi-
sion. While (Buchanan et al., 2019) proposes a hexa-
pod robot that transits from the autonomous form
to the body form in order to navigate in confined
spaces, (Henze et al., 2017) proposes a humanoid
robot with hands, feet, knees and elbows, which has
the agility, the robustness and the balance required for
these spaces.
Collaboration between robots and humans will
also be a reality. Both will work together in a synchro-
nized manner on routine and standardized tasks. In
order to improve workers’ safety in situations that re-
quire human-robot interaction, the use of augmented
reality will allow the creation of visible paths for the
robot’s movement, avoiding collisions with objects
and humans.
5 CHALLENGES AND
LIMITATIONS
Imagining the future of confined spaces is a challeng-
ing task, since building equipment for these places
represents a major challenge for the coming years, es-
pecially when the environment is confusing and com-
plex. However, imagining solutions based on already
existing tools is a first step towards making the great
technological revolutions actually happen.
All the solutions cited above may at first seem
simple, although promising, but the fact is that the
construction and prototyping of these devices is not
a reality due to high development costs, due to the
equipment certification requirements for use in poten-
tially explosive atmospheres, and due to the configu-
ration of confined spaces.
In a search conducted in five academic search
engines (IEEE Xplore, ACM Digital Library, Sci-
enceDirect, SpringerLink and Google Scholar), no
history of an industrial wearable device developed ex-
clusively for human use in confined spaces was found.
The searched terms are listed in Table 1, with most
of the similar equipment identified for these envi-
ronments being developed for robots and unmanned
aerial vehicles.
Table 1: Search strings.
# Search String
1 ”Confined Space” AND ”Wearable”
2 ”Confined Space” AND ”Virtual Reality”
3 ”Confined Space” AND ”Augmented Reality”
4 ”Confined Space” AND ”Mixed Reality”
5 ”Confined Space” AND ”Robot”
In the case of augmented reality glasses to be de-
veloped exclusively for use in these places, the op-
erational requirements demand that the glasses do
not block the operator’s peripheral vision, allowing
him to see both virtual and real objects. In this re-
gard, the use of HMDs (head-mounted display) for
these operations is an alternative. However, the high
costs of these devices (ranging from US$ 700 to US$
5000) are one of the main obstacles to the adoption of
this equipment on a large industrial scale (D’Angelo,
2018).
For confined spaces, there is also the fact that the
equipment certification for potentially explosive ar-
eas has, in itself, a high cost for building these pro-
totypes. If the confined spaces are minimally clas-
sified as Zone 1 according to IEC 60079 (explosive
atmospheres), then the possible protections for elec-
trical and electronic equipment of this type should be
Ex d (explosion-proof), Ex i (intrinsic safety), Ex e
(increased safety) or Ex p (pressurized enclosures).
Currently, few companies develop wearable in-
dustrial computers suitable for use in classified ar-
eas, such as the intrinsically safe HMT-1Z1 equip-
ment shown in Figure 3 and manufactured by Real-
Wear. This shows that research and actions for the
construction and adoption of these devices should be
encouraged.
Figure 3: HMT-1Z1 equipment manufactured by RealWear
and suitable for use in classified areas, in accordance with
the ATEX and IECEx guidelines. Source: (RealWear,
2020).
Another barrier to be addressed regarding the use
of wearable computing and wearables embedded in
workers’ uniforms in confined environments consists
ICEIS 2021 - 23rd International Conference on Enterprise Information Systems
578
in weight reduction and better adaptability of wear-
ables to the user’s body so that the devices meet the
ergonomic requirements of the application. As a main
premise for a good user acceptance, wearable com-
puting should not be invasive and, above all, it should
provide freedom of body movements.
Finally, another challenge related to intelligent at-
mospheric monitoring in these environments by us-
ing technological equipment concerns the configura-
tion of gases found in confined spaces. This is be-
cause some gases such as LPG and hydrogen sulfide
are heavier than air and therefore accumulate at the
bottom of the environment. Other lighter gases, such
as methane, hover at the top of the space. And there
are also gases with the same specific weight as air, as
is the case of carbon monoxide, which is concentrated
in the middle of the confined environment (Ara
´
ujo,
2006).
Today, this situation requires operators to take gas
measurements at all parts of the environment, hav-
ing to frequently change the position of the measuring
probes, which are flexible hoses connected to suction
pumps for gas analysis by the sensors.
From an ergonomic point of view, the operation
of moving the probe makes the monitoring process
strenuous and tiring for the operators. This can be
solved by coherently positioning the sensors on the
user’s body, as illustrated in Figure 4, so that the
sensors’ ability to detect the gas is more assertive,
thus minimizing the production of false alarms due
to cross-sensitivity.
Figure 4: Sensors distributed on PPE can allow more
assertive measurements. Source: Author, adapted from
(Ara
´
ujo, 2006) and (Vale, 2015).
6 CONCLUSION
This work investigated technologies used for work in
confined spaces in the industry and described some
promising solutions to support human activities in
these locations. Under these perspectives, it is now in-
tended to analyze and develop augmented reality de-
vices for use in these environments. The current work
in progress by the authors aims to display monitoring
data in a more practical and intuitive way for confined
workers. An example of an application under devel-
opment is the computational coloring of naturally col-
orless gas concentrations in AR glasses for users.
ACKNOWLEDGEMENTS
This study was financed in part by the Coordenac¸
˜
ao
de Aperfeic¸oamento de Pessoal de N
´
ıvel Supe-
rior - Brasil (CAPES) Finance Code 001, the
Conselho Nacional de Desenvolvimento Cient
´
ıfico
e Tecnol
´
ogico (CNPQ), the Fundac¸
˜
ao De Am-
paro a Pesquisa Do Estado De Minas Gerais -
FAPEMIG grant code APQ-01331-18, the Instituto
Tecnol
´
ogico Vale (ITV), the Universidade Federal de
Ouro Preto (UFOP) and Vale S.A.
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